animetimm/danbooru-wdtagger-v4-w640-ws-full

Danbooru WDTagger V4 Webdataset Full Dataset

This is the webdataset dataset for animetimm/danbooru-wdtagger-v4-w640.

Metadata here are cleaned by @SmilingWolf, can be used for multi-label classification training.

Images here are resized to min(width, height) <= 640.

How to Use It

from datasets import load_dataset

dataset = load_dataset('animetimm/danbooru-wdtagger-v4-w640-ws-full')
print(dataset["train"][0])

Images

5914596 images in total.

Split	Image Count	Total Size
train	5321713	318 GB
test	295926	17.7 GB
val	296957	17.8 GB

Tags

Rating Tags

4 selected rating tags (4 of them shown) in total.

tag_id	name	category	count	selected_count	train_count	test_count	val_count
9999999	general	9	2782276	1745891	1571147	87072	87672
9999998	sensitive	9	4478213	2940339	2644927	147583	147829
9999997	questionable	9	1032970	709250	638313	35533	35404
9999996	explicit	9	900939	519116	467326	25738	26052

General Tags

9225 selected general tags (50 of them shown) in total.

tag_id	name	category	count	selected_count	train_count	test_count	val_count
470575	1girl	0	6421421	4077296	3668304	204441	204551
212816	solo	0	5341234	3361464	3024268	168527	168669
13197	long_hair	0	4677442	3059626	2752399	153522	153705
8601	breasts	0	3696520	2354074	2118535	117666	117873
469576	looking_at_viewer	0	3591347	2317462	2085250	115931	116281
3389	blush	0	3145456	2090321	1881953	104041	104327
1815	smile	0	3103828	2069601	1862431	103321	103849
11906	open_mouth	0	2563264	1726028	1552767	86476	86785
15080	short_hair	0	2413622	1661133	1495020	82427	83686
12590	shirt	0	2015187	1362513	1226405	67745	68363
10959	blue_eyes	0	1887739	1249685	1124141	62681	62863
412368	simple_background	0	1993448	1247271	1123055	62014	62202
566835	multiple_girls	0	1638110	1151408	1036496	57161	57751
383159	long_sleeves	0	1715960	1140393	1026103	56958	57332
429	skirt	0	1665177	1120033	1008346	56205	55482
16867	brown_hair	0	1628876	1118377	1006593	55557	56227
13200	black_hair	0	1629597	1108524	997465	55569	55490
87788	blonde_hair	0	1660630	1108460	997959	55360	55141
403247	large_breasts	0	1695376	1063214	956626	53072	53516
375387	holding	0	1511512	1045878	941312	52173	52393
515193	white_background	0	1650067	1023175	921545	50857	50773
380350	hair_ornament	0	1531545	1004520	904195	50246	50079
540830	1boy	0	1534705	988004	889114	48992	49898
2241	dress	0	1409604	931869	838331	46704	46834
5735	gloves	0	1462455	923253	830514	46089	46650
8526	red_eyes	0	1366138	895956	805928	44946	45082
572080	closed_mouth	0	1309112	850953	765540	42502	42911
2373	hat	0	1291706	849077	763423	42629	43025
4563	bow	0	1265406	840781	757060	41968	41753
6126	animal_ears	0	1266631	834677	751571	41456	41650
658573	hair_between_eyes	0	1271873	823493	740959	41239	41295
1882	thighhighs	0	1238300	818147	736050	41145	40952
9294	navel	0	1229063	809533	728206	40529	40798
1821	2girls	0	1096035	769352	692850	38191	38311
16613	jewelry	0	1160701	762752	686361	38225	38166
464575	ribbon	0	1156999	759153	683393	37960	37800
12289	sitting	0	1009335	728626	655295	36918	36413
4607	cleavage	0	1072078	697997	627968	34949	35080
3843	jacket	0	1040203	686651	617689	34398	34564
376054	bare_shoulders	0	1042437	669703	603139	33252	33312
15675	standing	0	980391	659813	593272	33091	33450
417660	very_long_hair	0	1034958	659591	593240	33086	33265
1709	twintails	0	961709	638705	574751	32067	31887
376766	white_shirt	0	947457	637095	573201	31702	32192
667868	medium_breasts	0	942601	635447	571936	31769	31742
16578	brown_eyes	0	890009	625936	563164	31282	31490
10960	green_eyes	0	910719	610466	549202	30389	30875
10953	blue_hair	0	922475	609002	547717	30385	30900
608813	full_body	0	895769	604447	544196	29866	30385
464906	underwear	0	833693	580053	522069	29063	28921

Character Tags

3247 selected character tags (50 of them shown) in total.

tag_id	name	category	count	selected_count	train_count	test_count	val_count
385430	hatsune_miku	4	113004	74477	67022	3740	3715
12239	hakurei_reimu	4	82490	52667	47387	2679	2601
12242	kirisame_marisa	4	73778	47359	42611	2374	2374
12249	flandre_scarlet	4	54238	36399	32744	1862	1793
12248	remilia_scarlet	4	54280	34747	31353	1679	1715
12314	izayoi_sakuya	4	47224	30176	27143	1481	1552
1301082	admiral_(kancolle)	4	38069	25849	23264	1275	1310
12244	konpaku_youmu	4	36283	23128	20760	1187	1181
1720	cirno	4	35769	22839	20615	1095	1129
9123	alice_margatroid	4	35832	22798	20562	1091	1145
1478495	artoria_pendragon_(fate)	4	39996	22279	19996	1179	1104
427142	komeiji_koishi	4	36349	22229	19999	1149	1081
388200	kochiya_sanae	4	36638	21974	19827	1062	1085
12247	patchouli_knowledge	4	35227	21403	19335	1040	1028
12246	yakumo_yukari	4	33647	20800	18737	974	1089
12308	shameimaru_aya	4	29713	19264	17346	954	964
12304	reisen_udongein_inaba	4	27757	17747	15882	916	949
592924	akemi_homura	4	27270	16931	15338	783	810
427143	komeiji_satori	4	26688	16540	14877	832	831
390427	kagamine_rin	4	21932	16252	14474	875	903
592925	kaname_madoka	4	26598	16053	14543	742	768
11374	hong_meiling	4	25544	16004	14374	789	841
12307	fujiwara_no_mokou	4	27362	15294	13746	754	794
1613000	warrior_of_light_(ff14)	4	18497	15200	13647	778	775
395218	inubashiri_momiji	4	23249	14742	13306	695	741
1631198	sensei_(blue_archive)	4	22589	14731	13242	779	710
12245	saigyouji_yuyuko	4	24925	13599	12244	686	669
1631074	kaga_(kancolle)	4	21630	13562	12158	731	673
2082	rumia	4	19691	12676	11467	595	614
602257	konpaku_youmu_(ghost)	4	19982	12671	11404	633	634
427145	kaenbyou_rin	4	19901	12643	11407	610	626
12250	yakumo_ran	4	20630	12231	10922	621	688
384842	moriya_suwako	4	19428	12216	11000	614	602
593109	miki_sayaka	4	18886	11772	10567	593	612
474	chen	4	18567	11677	10505	559	613
401582	kazami_yuuka	4	18259	11590	10401	558	631
1581467	lumine_(genshin_impact)	4	17169	11571	10431	550	590
1275718	hibiki_(kancolle)	4	17112	11300	10102	598	600
2075918	inkling_player_character	4	14067	11253	10120	583	550
427184	reiuji_utsuho	4	18505	11216	10073	584	559
1275728	shigure_(kancolle)	4	16711	11146	10075	546	525
6313	link	4	16289	11082	10013	542	527
383392	kawashiro_nitori	4	16864	11066	9928	558	580
1414209	mash_kyrielight	4	17885	11040	10005	499	536
1275729	shimakaze_(kancolle)	4	19214	11017	9875	561	581
393597	kagamine_len	4	14232	10323	9187	575	561
604258	sakura_kyoko	4	16141	10304	9259	528	517
1213183	saber_(fate)	4	18080	10164	9100	556	508
1391754	fujimaru_ritsuka_(female)	4	13484	10078	9052	529	497
1799	koakuma	4	14902	9944	8933	497	514

Citation

@inproceedings{danbooruwdtaggerv4webdatasetfulldataset,
  author = {narugo1992 and Smilingwolf},
  title = {Danbooru WDTagger V4 Webdataset Full Dataset},
  year = {2025},
  url = {https://huggingface.co/narugo and https://huggingface.co/SmilingWolf},
  note = {Dataset available at https://huggingface.co/datasets/animetimm/danbooru-wdtagger-v4-w640-ws-full}
}